The auctioneer’s booming voice echoed in the cavernous hall. The silver tea set, her mother’s, gleamed under the bright lights. Clara felt a cold shiver run down her spine. Each bid was a tiny stab.

She clutched her husband's arm, her nails digging into his skin. His hand patted hers in a gesture of reassurance, but it couldn't soothe the raw feeling in her chest.

She watched as the hammer came down. The tea set, gone. An invisible weight seemed to settle on her shoulders, the consequence of things she couldn't control.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216